Prescriptive Analytics

Prescriptive analytics is an analytical methodology that employs mathematical optimization algorithms and predictive models to recommend optimal courses of action that achieve organizational objectives subject to operational constraints.

296

Publications

19.2K

Citations

896

Authors

408

Institutions

Publications per year

2017–2026

183

Parents

Business AnalyticsDecision Sciences

Children

Constraint ProgrammingDynamic ProgrammingInteger ProgrammingInventory OptimizationLinear ProgrammingMathematical ProgrammingMultiobjective OptimizationNetwork OptimizationNonlinear ProgrammingOptimization Modeling

Publications

296

4. Regression with Missing Ys: An Improved Strategy for Analyzing Multiply Imputed Data

Paul T. von Hippel · Sociological Methodology · 2007 · 1.5K citations · Full text

Public Health, Data Science, Data Analytics +15

Review of Smart Meter Data Analytics: Applications, Methodologies, and Challenges

Yi Wang, Qixin Chen, Tao Hong et al. · IEEE Transactions on Smart Grid · 2018 · 1.3K citations · Full text

Computing, Data Science, Big Data Analytics +16

Multiple Imputation of Missing Values: Update

Patrick Royston · The Stata Journal Promoting communications on statistics and Stata · 2005 · 759 citations · Full text

Public Health, Biostatistics, Mathematics +15

How good are query optimizers, really?

Viktor Leis, Andrey Gubichev, Atanas Mirchev et al. · Proceedings of the VLDB Endowment · 2015 · 673 citations · Full text

Computing, Computer Engineering, Computer Science +14

Academic Analytics: A New Tool for a New Era.

John P. Campbell, Peter B. DeBlois, Diana G. Oblinger · 2007 · 509 citations

Education, Higher Education, Data Analytics +13

1–5 of 296

Authors

896

RY
Ran Yan
Hong Kong Polytechnic University, Hong Kong SAR China
6 publications · 126 citations
6
h-index
SW
Shuaian Wang
Hong Kong Polytechnic University, Hong Kong SAR China
6 publications · 126 citations
6
h-index
AB
Alexandros Bousdekis
Institute of Communication and Computer Systems, Greece
3 publications · 517 citations
3
h-index
DA
Dimitris Apostolou
University of Piraeus, Greece
3 publications · 517 citations
3
h-index
TS
Teo Sušnjak
Massey University, New Zealand
3 publications · 338 citations
3
h-index

1–5 of 896

Institutions

408

1–8 of 408

Venues

SSRN Electronic Journal
Repository · 6 publications · 553 citations
6
h-index
Management Science
6 publications · 411 citations
6
h-index
Journal of the ACM
JACM · 4 publications · 118 citations
4
h-index
European Journal of Operational Research
4 publications · 228 citations
4
h-index
Decision Support Systems
4 publications · 410 citations
4
h-index

1–5

See also Prescriptive Analytics
Core Methods	Machine Learning Decision Analysis Game Theory Linear Programming Fuzzy Cognitive Maps Genetic Algorithms Optimization Simulation Studies Scenario Modeling Graphical Models Bayesian Networks Markov Decision Processes
Applications	Marketing Finance Supply Chain Management Customer Relationship Management Resource Allocation Workflow Optimization Portfolio Management Inventory Optimization Route Optimization Supplier Selection
Evaluation	Scenario Analysis Constraint Satisfaction Operational Efficiency Simulation Studies
Variants	Machine Learning Mathematical Programming Stochastic Optimization Evolutionary Computation Simulation Studies Deterministic Models Bayesian Optimization Linear Programming Mixed-integer Linear Programming Markov Decision Processes Bayesian Networks
Limitations	Data Quality Implementation Complexity Distributed Computing